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Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19
SARS-CoV-2 is responsible for the coronavirus disease 2019 (COVID-19) and the current health crisis. Despite intensive research efforts, the genes and pathways that contribute to COVID-19 remain poorly understood. We, therefore, used an integrative genomics (IG) approach to identify candidate genes...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892327/ https://www.ncbi.nlm.nih.gov/pubmed/33604698 http://dx.doi.org/10.1007/s00439-021-02264-5 |
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author | Hernández Cordero, Ana I. Li, Xuan Milne, Stephen Yang, Chen Xi Bossé, Yohan Joubert, Philippe Timens, Wim van den Berge, Maarten Nickle, David Hao, Ke Sin, Don D. |
author_facet | Hernández Cordero, Ana I. Li, Xuan Milne, Stephen Yang, Chen Xi Bossé, Yohan Joubert, Philippe Timens, Wim van den Berge, Maarten Nickle, David Hao, Ke Sin, Don D. |
author_sort | Hernández Cordero, Ana I. |
collection | PubMed |
description | SARS-CoV-2 is responsible for the coronavirus disease 2019 (COVID-19) and the current health crisis. Despite intensive research efforts, the genes and pathways that contribute to COVID-19 remain poorly understood. We, therefore, used an integrative genomics (IG) approach to identify candidate genes responsible for COVID-19 and its severity. We used Bayesian colocalization (COLOC) and summary-based Mendelian randomization to combine gene expression quantitative trait loci (eQTLs) from the Lung eQTL (n = 1,038) and eQTLGen (n = 31,784) studies with published COVID-19 genome-wide association study (GWAS) data from the COVID-19 Host Genetics Initiative. Additionally, we used COLOC to integrate plasma protein quantitative trait loci (pQTL) from the INTERVAL study (n = 3,301) with COVID-19 loci. Finally, we determined any causal associations between plasma proteins and COVID-19 using multi-variable two-sample Mendelian randomization (MR). The expression of 18 genes in lung and/or blood co-localized with COVID-19 loci. Of these, 12 genes were in suggestive loci (P(GWAS) < 5 × 10(–05)). LZTFL1, SLC6A20, ABO, IL10RB and IFNAR2 and OAS1 had been previously associated with a heightened risk of COVID-19 (P(GWAS) < 5 × 10(–08)). We identified a causal association between OAS1 and COVID-19 GWAS. Plasma ABO protein, which is associated with blood type in humans, demonstrated a significant causal relationship with COVID-19 in the MR analysis; increased plasma levels were associated with an increased risk of COVID-19 and, in particular, severe COVID-19. In summary, our study identified genes associated with COVID-19 that may be prioritized for future investigations. Importantly, this is the first study to demonstrate a causal association between plasma ABO protein and COVID-19. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00439-021-02264-5. |
format | Online Article Text |
id | pubmed-7892327 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-78923272021-02-19 Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 Hernández Cordero, Ana I. Li, Xuan Milne, Stephen Yang, Chen Xi Bossé, Yohan Joubert, Philippe Timens, Wim van den Berge, Maarten Nickle, David Hao, Ke Sin, Don D. Hum Genet Original Investigation SARS-CoV-2 is responsible for the coronavirus disease 2019 (COVID-19) and the current health crisis. Despite intensive research efforts, the genes and pathways that contribute to COVID-19 remain poorly understood. We, therefore, used an integrative genomics (IG) approach to identify candidate genes responsible for COVID-19 and its severity. We used Bayesian colocalization (COLOC) and summary-based Mendelian randomization to combine gene expression quantitative trait loci (eQTLs) from the Lung eQTL (n = 1,038) and eQTLGen (n = 31,784) studies with published COVID-19 genome-wide association study (GWAS) data from the COVID-19 Host Genetics Initiative. Additionally, we used COLOC to integrate plasma protein quantitative trait loci (pQTL) from the INTERVAL study (n = 3,301) with COVID-19 loci. Finally, we determined any causal associations between plasma proteins and COVID-19 using multi-variable two-sample Mendelian randomization (MR). The expression of 18 genes in lung and/or blood co-localized with COVID-19 loci. Of these, 12 genes were in suggestive loci (P(GWAS) < 5 × 10(–05)). LZTFL1, SLC6A20, ABO, IL10RB and IFNAR2 and OAS1 had been previously associated with a heightened risk of COVID-19 (P(GWAS) < 5 × 10(–08)). We identified a causal association between OAS1 and COVID-19 GWAS. Plasma ABO protein, which is associated with blood type in humans, demonstrated a significant causal relationship with COVID-19 in the MR analysis; increased plasma levels were associated with an increased risk of COVID-19 and, in particular, severe COVID-19. In summary, our study identified genes associated with COVID-19 that may be prioritized for future investigations. Importantly, this is the first study to demonstrate a causal association between plasma ABO protein and COVID-19. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00439-021-02264-5. Springer Berlin Heidelberg 2021-02-19 2021 /pmc/articles/PMC7892327/ /pubmed/33604698 http://dx.doi.org/10.1007/s00439-021-02264-5 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Investigation Hernández Cordero, Ana I. Li, Xuan Milne, Stephen Yang, Chen Xi Bossé, Yohan Joubert, Philippe Timens, Wim van den Berge, Maarten Nickle, David Hao, Ke Sin, Don D. Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 |
title | Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 |
title_full | Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 |
title_fullStr | Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 |
title_full_unstemmed | Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 |
title_short | Multi-omics highlights ABO plasma protein as a causal risk factor for COVID-19 |
title_sort | multi-omics highlights abo plasma protein as a causal risk factor for covid-19 |
topic | Original Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892327/ https://www.ncbi.nlm.nih.gov/pubmed/33604698 http://dx.doi.org/10.1007/s00439-021-02264-5 |
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